How should the values of the filters of a CNN change?
The weights of the filters do not always and necessarily decrease. Consider the extreme case when you initialise them to $-\infty$ and you want to approximate a function different than the one the CNN represents initially with all weights set to $-\infty$. You will have to increase one or more weights.